CN114998184A - 用于处理显微镜图像的显微镜系统和方法 - Google Patents

用于处理显微镜图像的显微镜系统和方法 Download PDF

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Publication number
CN114998184A
CN114998184A CN202210172068.2A CN202210172068A CN114998184A CN 114998184 A CN114998184 A CN 114998184A CN 202210172068 A CN202210172068 A CN 202210172068A CN 114998184 A CN114998184 A CN 114998184A
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image
microscope
input
training
program
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CN202210172068.2A
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Chinese (zh)
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曼努埃尔·阿姆托尔
丹尼尔·哈泽
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Carl Zeiss Microscopy GmbH
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Carl Zeiss Microscopy GmbH
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Publication of CN114998184A publication Critical patent/CN114998184A/zh
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/60Type of objects
    • G06V20/69Microscopic objects, e.g. biological cells or cellular parts
    • G06V20/695Preprocessing, e.g. image segmentation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00Geometric image transformations in the plane of the image
    • G06T3/04Context-preserving transformations, e.g. by using an importance map
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00Geometric image transformations in the plane of the image
    • G06T3/40Scaling of whole images or parts thereof, e.g. expanding or contracting
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0012Biomedical image inspection
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/60Analysis of geometric attributes
    • G06T7/62Analysis of geometric attributes of area, perimeter, diameter or volume
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10056Microscopic image
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20016Hierarchical, coarse-to-fine, multiscale or multiresolution image processing; Pyramid transform
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20081Training; Learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20084Artificial neural networks [ANN]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30004Biomedical image processing
    • G06T2207/30024Cell structures in vitro; Tissue sections in vitro
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30242Counting objects in image

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Software Systems (AREA)
  • Multimedia (AREA)
  • Quality & Reliability (AREA)
  • Medical Informatics (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Artificial Intelligence (AREA)
  • Geometry (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Radiology & Medical Imaging (AREA)
  • Computational Linguistics (AREA)
  • Biophysics (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
  • Investigating Or Analysing Biological Materials (AREA)
  • Microscoopes, Condenser (AREA)
CN202210172068.2A 2021-03-02 2022-02-24 用于处理显微镜图像的显微镜系统和方法 Pending CN114998184A (zh)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
DE102021105020.0A DE102021105020A1 (de) 2021-03-02 2021-03-02 Mikroskopiesystem und Verfahren zum Verarbeiten eines Mikroskopbildes
DE102021105020.0 2021-03-02

Publications (1)

Publication Number Publication Date
CN114998184A true CN114998184A (zh) 2022-09-02

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Family Applications (2)

Application Number Title Priority Date Filing Date
CN202210172068.2A Pending CN114998184A (zh) 2021-03-02 2022-02-24 用于处理显微镜图像的显微镜系统和方法
CN202210205572.8A Pending CN114998894A (zh) 2021-03-02 2022-03-02 利用重新缩放的输入图像的细胞计数或细胞汇合

Family Applications After (1)

Application Number Title Priority Date Filing Date
CN202210205572.8A Pending CN114998894A (zh) 2021-03-02 2022-03-02 利用重新缩放的输入图像的细胞计数或细胞汇合

Country Status (4)

Country Link
US (2) US20220284616A1 (de)
EP (1) EP4053805A1 (de)
CN (2) CN114998184A (de)
DE (1) DE102021105020A1 (de)

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Publication number Priority date Publication date Assignee Title
EP1078257A4 (de) * 1998-05-09 2007-07-18 Iconisys Inc Verfahren und apparat für computergestützte diagnose seltener zellen, einschliesslich fetaler zellen
CA2300328A1 (en) * 1999-09-14 2001-03-14 Cardiogene Gentherap. Systeme Ag Modulating transcription of genes in vascular cells
WO2002098280A2 (en) * 2001-06-04 2002-12-12 Ikonisys Inc. Method for detecting infectious agents using computer controlled automated image analysis
DE10160179A1 (de) 2001-12-07 2003-07-31 Klaus Rudolf Halbritter Verfahren zur Fernerkundung morphologisch, topologisch und strukturell komplexer Objekte in einem zu untersuchenden Objektraum
WO2008005426A2 (en) * 2006-06-30 2008-01-10 University Of South Florida Computer-aided pathological diagnosis system
US20200008779A1 (en) * 2017-02-27 2020-01-09 Eth Zurich System and method for speed and attenuation reconstruction in ultrasound imaging
DE102017211331A1 (de) 2017-07-04 2019-01-10 Robert Bosch Gmbh Bildauswertung mit zielgerichteter Vorverarbeitung
CN107895174B (zh) * 2017-11-09 2020-01-07 京东方科技集团股份有限公司 图像分类和转换方法、装置以及图像处理系统
US11400119B2 (en) * 2018-04-09 2022-08-02 Cellresearch Corporation Pte. Ltd. Method of transporting mesenchymal stem cells by means of a transporting solution and a method of administering stem cells to wounds
EP3797384A4 (de) * 2018-05-22 2022-03-16 Ramot at Tel-Aviv University Ltd. Verfahren und system zur bilderzeugung und bildverarbeitung
DE102019208265A1 (de) 2019-06-06 2020-12-10 Robert Bosch Gmbh Adaptive Bereinigung von Messdaten um unterschiedliche Arten von Störungen
DE102019220168A1 (de) 2019-12-19 2021-06-24 Conti Temic Microelectronic Gmbh Helligkeits-Umwandlung von Bildern einer Kamera
CN114945954A (zh) * 2019-12-23 2022-08-26 加利福尼亚大学董事会 使用深度学习进行显微图像的数字染色的方法和系统
US11232550B2 (en) * 2020-06-29 2022-01-25 Applied Materials Israel Ltd. Generating a training set usable for examination of a semiconductor specimen
DE102021125512A1 (de) * 2021-10-01 2023-04-06 Carl Zeiss Microscopy Gmbh Bildverarbeitung von mikroskopiebildern, die strukturen mehrerer arten abbilden
DE102021125544A1 (de) * 2021-10-01 2023-04-06 Carl Zeiss Microscopy Gmbh Training eines maschinengelernten algorithmus zum zellzählen oder zur zellkonfluenzbestimmung
DE102021125538A1 (de) * 2021-10-01 2023-04-06 Carl Zeiss Microscopy Gmbh Maschinengelerntes zellzählen oder zellkonfluenz für mehrere zellarten

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US20220284616A1 (en) 2022-09-08
US20220284719A1 (en) 2022-09-08
DE102021105020A1 (de) 2022-09-08
CN114998894A (zh) 2022-09-02
EP4053805A1 (de) 2022-09-07

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